docs: add microservices architecture evaluation
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- Evaluate current AITBC monolithic architecture
- Assess service independence, data ownership, deployment independence
- Analyze scaling requirements and team size
- Compare microservices pros and cons
- Recommend remaining monolithic with modular architecture
- Propose modular monolith as alternative approach
- Define migration path if microservices needed later
- Document evaluation criteria and decision rationale
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# Microservices Architecture Evaluation
**Date:** 2026-05-09
**Purpose:** Evaluate whether AITBC should evolve toward a microservices architecture
---
## Current Architecture Assessment
### Current State
AITBC currently uses a **monolithic architecture** with the following characteristics:
**Components:**
- Blockchain node (single service)
- Agent daemon (single service)
- API gateway (single service)
- Wallet service (single service)
- Marketplace service (single service)
- Monitoring service (single service)
**Data Layer:**
- SQLite databases per service
- Redis for caching
- S3 for object storage
**Communication:**
- HTTP/REST APIs
- Event bus for async communication
- Direct blockchain RPC calls
---
## Evaluation Criteria
### 1. Service Independence
**Current Status:** Partial
- Services share some code (aitbc package)
- Some services have tight coupling (wallet + blockchain)
- Event bus provides some decoupling
**Assessment:** Medium service independence. Some refactoring needed for full independence.
### 2. Data Ownership
**Current Status:** Shared
- Each service has its own SQLite database
- Some cross-service data access required
- No clear data ownership boundaries
**Assessment:** Data ownership is not clearly defined. This would be a major challenge for microservices.
### 3. Deployment Independence
**Current Status:** Low
- Services deployed together in most environments
- Shared infrastructure dependencies
- Coordinated deployments required
**Assessment:** Low deployment independence. Significant infrastructure changes needed.
### 4. Scaling Requirements
**Current Status:** Low
- Most services are not horizontally scalable
- Blockchain node has specific scaling needs
- Current load does not require independent scaling
**Assessment:** Scaling requirements are minimal. Microservices would add complexity without clear benefit.
### 5. Team Size
**Current Status:** Small team
- Development team is small
- Clear ownership of components
- Communication overhead is low
**Assessment:** Small team size doesn't justify microservices complexity. Monolith is more suitable.
### 6. Technology Diversity
**Current Status:** Low
- All services use Python
- Shared libraries and dependencies
- Consistent tech stack
**Assessment:** Low technology diversity. No need for microservices to enable different tech stacks.
---
## Microservices Pros/Cons
### Pros
1. **Independent Scaling:** Each service can scale independently
2. **Fault Isolation:** Failure in one service doesn't affect others
3. **Technology Flexibility:** Different services can use different technologies
4. **Faster Development:** Smaller teams can work independently
5. **Easier Deployment:** Deploy individual services without full redeploy
### Cons
1. **Increased Complexity:** More moving parts to manage
2. **Network Latency:** Inter-service communication adds latency
3. **Data Consistency:** Distributed transactions are complex
4. **Operational Overhead:** More infrastructure to monitor and maintain
5. **Testing Complexity:** Integration testing becomes harder
---
## Recommendation
### **Recommendation: Remain Monolithic with Modular Architecture**
**Rationale:**
1. **Team Size:** Small development team doesn't benefit from microservices complexity
2. **Scaling Needs:** Current load doesn't require independent scaling
3. **Data Complexity:** Shared data access patterns make microservices difficult
4. **Operational Overhead:** Current team lacks DevOps capacity for microservices
5. **Maturity:** Monolith is more mature and stable
### **Alternative: Modular Monolith**
Instead of full microservices, implement a **modular monolith**:
**Benefits:**
- Clear module boundaries (similar to microservices)
- Single deployment unit (simpler operations)
- Shared database (avoid distributed transactions)
- Easier to evolve to microservices if needed later
**Implementation:**
1. Define clear module boundaries based on domain
2. Implement service layer for each module
3. Use event bus for inter-module communication
4. Maintain shared database with clear ownership
5. Implement feature flags for gradual feature rollout
---
## Migration Path (If Microservices Needed Later)
If future requirements dictate microservices architecture, follow this path:
### Phase 1: Modularization (Current)
- Define clear module boundaries
- Implement service layers
- Add feature flags
- Improve monitoring
### Phase 2: Database Separation
- Identify data ownership per module
- Implement database per service
- Add data migration scripts
- Implement API-based data access
### Phase 3: Service Extraction
- Extract one service at a time
- Start with low-risk services (monitoring)
- Use feature flags for gradual rollout
- Maintain dual-write during migration
### Phase 4: Full Microservices
- Complete service extraction
- Implement service mesh (if needed)
- Add distributed tracing
- Implement circuit breakers
---
## Conclusion
**AITBC should remain a monolithic application with modular architecture.**
The current architecture is appropriate for the team size, scaling requirements, and operational capacity. Implementing a modular monolith provides most microservices benefits without the complexity overhead.
Revisit this evaluation when:
- Team size grows beyond 10 developers
- Independent scaling becomes necessary
- Different technology stacks are required
- Service failure isolation becomes critical
---
## Next Steps
1. **Implement Modular Monolith**
- Continue current modularization efforts
- Define clear module boundaries
- Implement service layers
2. **Improve Monitoring**
- Add distributed tracing (completed)
- Improve metrics collection
- Add alerting
3. **Enhance Deployment**
- Implement blue-green deployments (completed)
- Add feature flags (completed)
- Improve rollback capabilities
4. **Prepare for Future**
- Document module boundaries
- Identify data ownership
- Plan for potential future migration